{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from ggplot import *\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jC3u2AQBej7INJ6her2doaMg+bQDg97KNBAAACqJsAwBAQZRtAAAoiLINAAAF6YgPSB45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\nAAVRtgEAoCDKNgAAFOT/A+nIJPkFk2YTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112e54390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288250901)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg')) + geom_point() + geom_hline(y=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zDQDwepRteJPq9XoGBwft0wYAfivbSAAAoCDKNgAAFETZBgCAgijbAABQkLb4gOTRo0cz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\ngIIo2wAAUJD/D8HVHXm3UW0RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11287af10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288532565)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_hline(y=[10, 35])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VyzYSOEn9/f0ZGhrK6Ojowp5tAIA3omzDSarX6xkYGLBPGwB4S7aRAABAQZRtAAAoiLIN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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112f7f790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (290365021)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_hline(y=[10, 35], color='BurlyWood')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GRkbs0wYAfiPbSAAAoCDKNgAAFETZBgCAgijbAABQkI74gOThw4fTarUyPT2dWq2W0dHR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\nbQAAKIiyDQAABVG2AQCgIMo2AAAU5P8DnNUNuYa1KgQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114e9e4d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (293595221)>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_hline(y=range(10, 40, 5), color='seagreen')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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j43A6nRgaGkJtbW18ezU1NfFtLJEkCbOzs4hEIhvp/qYwm80Ih8Pp7gaMRiMc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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117ff0510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (296287009)>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price')) + \\\n",
    "    geom_histogram() + \\\n",
    "    geom_hline(y=10000, color='salmon') + \\\n",
    "    facet_wrap('cut')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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xrpp7oanNaXInHMfZPlxsO84GozYJTbI77R9zCsG6qOqy81jGjzqdTpFlWWjX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Oeee/DCF74Q7373u9FoNPDGN75RKlJvfOMb56L/Hn74YblOu92eq3STq1ev3pDucBJpNpunYp0a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\nhhDbAAAAgCHENgAAAGDI/wFczcWvaiwAHQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11db5c110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (299586333)>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price')) + \\\n",
    "    geom_point(alpha=1/100.) + \\\n",
    "    geom_hline(y=15000, color='Orchid') + \\\n",
    "    geom_vline(x=2, color='Orchid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
